Dist’n Hyperspace























Random 208 0.0416





















Thk = 0.0001

















10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev
Good Spam Wt. Total
Pass 1 99.28 92.53 98.07 91.57 96.63 94.22 96.63 94.46 94.46 98.55 95.64 2.6 Pass 1 95.64 98.89 96.66

98.95 100 98.42 98.94 100 98.95 98.42 98.42 100 96.83 98.89 0.98 Pass 2 98.7 98.58 98.66

99.17 94.87 98.18 93.87 97.69 95.7 97.19 95.7 96.2 98.01 96.66 1.66 Pass 3 99.3 98.52 99.06












Pass 4 99.4 98.47 99.11
Pass 2 93.73 99.76 98.8 99.04 99.76 99.52 99.52 98.8 99.76 98.31 98.7 1.81 Pass 5 99.54 98.52 99.22

97.37 98.41 99.47 98.94 98.95 98.95 98.42 98.95 99.47 96.83 98.58 0.86





94.88 99.34 99.01 99.01 99.5 99.34 99.17 98.84 99.67 97.85 98.66 1.42





















Pass 3 99.28 99.76 99.28 99.52 100 99.52 99.76 98.8 99.52 97.59 99.3 0.69





98.95 96.83 98.95 97.88 98.95 98.95 97.89 98.95 100 97.88 98.52 0.89





99.17 98.84 99.17 99.01 99.67 99.34 99.17 98.84 99.67 97.68 99.06 0.56





















Pass 4 99.28 99.76 99.04 99.52 100 99.76 99.76 98.8 99.52 98.55 99.4 0.47





97.37 98.41 98.42 97.88 98.95 99.47 97.89 98.95 100 97.35 98.47 0.88





98.68 99.34 98.84 99.01 99.67 99.67 99.17 98.84 99.67 98.18 99.11 0.49





















Pass 5 99.28 99.76 99.04 99.52 100 99.76 99.76 99.04 99.52 99.76 99.54 0.33





96.84 98.41 99.47 98.41 98.95 99.47 97.89 98.95 100 96.83 98.52 1.08





98.51 99.34 99.17 99.17 99.67 99.67 99.17 99.01 99.67 98.84 99.22 0.38




































































































































































































Dist’n Hyperspace























Random 171 0.0342





















Thk = 0.1























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev
Good Spam Wt. Total







Pass 1 97.59 95.42 97.35 95.42 99.52 98.31 98.31 94.94 95.42 99.76 97.2 1.8 Pass 1 97.2 98.84 97.72


98.95 98.94 98.95 98.94 98.95 99.47 98.95 98.95 99.47 96.83 98.84 0.74 Pass 2 99.28 98.37 98.99

98.02 96.52 97.85 96.52 99.34 98.68 98.51 96.2 96.69 98.84 97.72 1.14 Pass 3 99.49 98.1 99.06













Pass 4 99.49 98.52 99.19
Pass 2 99.04 100 99.28 99.52 98.31 99.52 99.52 98.8 99.28 99.52 99.28 0.47 Pass 5 99.54 98.52 99.22

97.37 97.88 98.95 98.94 98.95 98.42 98.42 97.37 100 97.35 98.37 0.88





98.51 99.34 99.17 99.34 98.51 99.17 99.17 98.35 99.5 98.84 98.99 0.41






















Pass 3 99.52 100 99.28 99.52 99.76 99.52 99.52 98.8 99.28 99.76 99.49 0.33





95.79 98.41 99.47 96.83 98.42 98.42 97.37 99.47 99.47 97.35 98.1 1.25





98.35 99.5 99.34 98.68 99.34 99.17 98.84 99.01 99.34 99.01 99.06 0.36






















Pass 4 99.52 100 99.28 99.28 99.76 99.52 99.52 99.04 99.28 99.76 99.49 0.29





96.84 98.41 99.47 98.94 98.42 98.42 98.42 99.47 99.47 97.35 98.52 0.89





98.68 99.5 99.34 99.17 99.34 99.17 99.17 99.17 99.34 99.01 99.19 0.23






















Pass 5 99.52 100 99.28 99.52 99.76 99.52 99.76 99.04 99.28 99.76 99.54 0.29





96.84 98.41 99.47 98.94 98.42 98.42 98.42 99.47 99.47 97.35 98.52 0.89





98.68 99.5 99.34 99.34 99.34 99.17 99.34 99.17 99.34 99.01 99.22 0.23




































































































































































True pythag. Distance, 1/R^2























Random 161 0.0322





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total


Pass 1 57.83 47.95 60 53.98 45.54 73.73 65.78 49.64 41.2 99.28 59.49 17.06 Pass 1 59.49 98.52 71.74


100 100 100 100 100 98.95 100 100 100 86.24 98.52 4.33 Pass 2 96.89 94.25 96.06


71.07 64.24 72.56 68.38 62.64 81.65 76.53 65.45 59.67 95.2 71.74 10.58 Pass 3 97.95 96.04 97.35














Pass 4 98.05 96.15 97.45

Pass 2 98.07 100 76.63 99.04 100 99.28 98.55 98.31 99.76 99.28 96.89 7.15 Pass 5 98.19 96.84 97.77


95.26 89.95 100 92.59 92.11 96.84 98.42 93.68 95.79 87.83 94.25 3.77






97.19 96.85 83.97 97.02 97.52 98.51 98.51 96.86 98.51 95.7 96.06 4.35
























Pass 3 96.63 100 98.8 98.55 97.59 98.8 94.94 98.55 97.35 98.31 97.95 1.41






98.95 88.89 96.84 96.83 95.79 98.42 99.47 93.68 98.95 92.59 96.04 3.4






97.36 96.52 98.18 98.01 97.02 98.68 96.36 97.02 97.85 96.52 97.35 0.8
























Pass 4 98.8 98.07 98.07 98.07 96.63 97.35 97.83 97.83 99.52 98.31 98.05 0.77






90.53 94.71 97.37 96.3 97.89 98.95 98.95 95.26 97.37 94.18 96.15 2.58






96.2 97.02 97.85 97.52 97.02 97.85 98.18 97.02 98.84 97.02 97.45 0.75
























Pass 5 98.07 97.83 98.55 97.11 98.55 98.8 99.28 97.83 98.31 97.59 98.19 0.63






96.32 95.24 97.89 98.41 95.79 97.89 98.42 95.26 98.42 94.71 96.84 1.52






97.52 97.02 98.35 97.52 97.69 98.51 99.01 97.02 98.35 96.69 97.77 0.76






















































Pythag distance, kandu weighting























Random 217 0.0434





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total


Pass 1 91.57 96.63 96.39 92.53 100 98.8 99.52 100 98.31 99.28 97.3 3.05 Pass 1 97.3 97.84 97.47


98.95 100 98.95 99.47 96.32 96.84 96.84 95.26 99.47 96.3 97.84 1.69 Pass 2 98.84 98.89 98.86


93.88 97.68 97.19 94.7 98.84 98.18 98.68 98.51 98.68 98.34 97.47 1.76 Pass 3 99.54 98.05 99.07














Pass 4 99.2 98.36 98.94

Pass 2 98.07 99.76 99.76 98.8 97.35 97.59 99.04 99.28 99.52 99.28 98.84 0.88 Pass 5 99.42 98.84 99.24


100 97.35 99.47 99.47 100 99.47 98.95 98.95 100 95.24 98.89 1.51






98.68 99.01 99.67 99.01 98.18 98.18 99.01 99.17 99.67 98.01 98.86 0.59
























Pass 3 99.52 100 99.76 99.28 99.76 100 99.76 99.28 98.8 99.28 99.54 0.38






95.79 94.71 98.95 98.41 99.47 97.89 100 98.95 99.47 96.83 98.05 1.74






98.35 98.34 99.5 99.01 99.67 99.34 99.83 99.17 99.01 98.51 99.07 0.54
























Pass 4 99.52 100 99.76 98.55 99.52 99.76 98.55 99.52 97.35 99.52 99.2 0.81






96.32 95.24 98.95 99.47 100 98.42 100 97.89 100 97.35 98.36 1.66






98.51 98.51 99.5 98.84 99.67 99.34 99.01 99.01 98.18 98.84 98.94 0.47
























Pass 5 99.28 99.04 99.52 98.55 99.76 100 100 99.28 99.04 99.76 99.42 0.47






97.37 97.88 99.47 99.47 100 97.89 98.95 98.95 100 98.41 98.84 0.92






98.68 98.68 99.5 98.84 99.83 99.34 99.67 99.17 99.34 99.34 99.24 0.4























True pythag. Distance, 1/R^2 * kandu























Random 159 0.0318





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total







Pass 1 96.63 87.23 96.39 85.06 95.66 91.33 96.14 89.64 89.4 99.76 92.72 4.83 Pass 1 92.72 98.89 94.66



99.47 100 100 100 100 100 100 97.37 97.37 94.71 98.89 1.82 Pass 2 99.35 98.79 99.17


97.52 91.23 97.52 89.74 97.02 94.05 97.36 92.07 91.9 98.18 94.66 3.2 Pass 3 99.37 98.47 99.09














Pass 4 99.47 99.26 99.4

Pass 2 98.55 99.76 99.04 99.04 99.76 99.28 99.76 99.28 99.28 99.76 99.35 0.41 Pass 5 99.64 98.68 99.34


100 96.83 99.47 98.94 98.95 99.47 99.47 98.42 99.47 96.83 98.79 1.12






99.01 98.84 99.17 99.01 99.5 99.34 99.67 99.01 99.34 98.84 99.17 0.28
























Pass 3 97.59 98.8 99.76 99.52 100 100 100 98.8 99.52 99.76 99.37 0.77






100 99.47 98.95 96.83 99.47 96.32 98.95 97.89 100 96.83 98.47 1.4






98.35 99.01 99.5 98.68 99.83 98.84 99.67 98.51 99.67 98.84 99.09 0.54
























Pass 4 98.8 99.28 99.52 99.52 100 99.52 99.76 99.04 99.76 99.52 99.47 0.36






100 98.94 99.47 98.41 98.95 100 100 98.95 100 97.88 99.26 0.76






99.17 99.17 99.5 99.17 99.67 99.67 99.83 99.01 99.83 99.01 99.4 0.33
























Pass 5 99.76 99.52 99.52 99.52 100 100 99.76 98.8 99.76 99.76 99.64 0.35






95.79 97.88 99.47 98.41 98.95 100 100 98.95 100 97.35 98.68 1.37






98.51 99.01 99.5 99.17 99.67 100 99.83 98.84 99.83 99.01 99.34 0.5



























































































































True pythag. Distance, 1/R^2 * kandu ^2























Random 110 0.0220





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total







Pass 1 92.29 98.07 93.98 99.52 100 93.98 95.9 95.66 95.9 99.76 96.51 2.71 Pass 1 96.51 98.1 97.01



99.47 99.47 98.42 97.35 98.95 98.95 96.32 97.37 97.37 97.35 98.1 1.09 Pass 2 99.16 97.94 98.78


94.55 98.51 95.37 98.84 99.67 95.54 96.03 96.2 96.36 99.01 97.01 1.81 Pass 3 99.59 98.26 99.17














Pass 4 99.54 98.52 99.22

Pass 2 99.76 99.76 99.52 96.39 97.59 99.76 99.76 99.52 99.76 99.76 99.16 1.18 Pass 5 99.66 98.42 99.27


97.89 95.77 99.47 98.41 98.95 99.47 96.32 96.32 98.95 97.88 97.94 1.37






99.17 98.51 99.5 97.02 98.02 99.67 98.68 98.51 99.5 99.17 98.78 0.82
























Pass 3 99.52 99.76 99.52 99.76 99.52 99.52 99.76 99.28 99.76 99.52 99.59 0.16






97.89 97.35 98.95 96.83 98.95 98.95 99.47 97.89 98.95 97.35 98.26 0.9






99.01 99.01 99.34 98.84 99.34 99.34 99.67 98.84 99.5 98.84 99.17 0.3
























Pass 4 99.52 99.76 99.52 99.76 99.04 100 99.28 99.28 99.52 99.76 99.54 0.29






96.84 97.35 99.47 97.35 100 98.95 98.95 99.47 98.95 97.88 98.52 1.08






98.68 99.01 99.5 99.01 99.34 99.67 99.17 99.34 99.34 99.17 99.22 0.28
























Pass 5 99.52 99.76 99.52 99.76 100 100 99.52 99.28 99.52 99.76 99.66 0.23






97.37 97.35 99.47 97.35 98.95 98.95 98.95 98.42 99.47 97.88 98.42 0.86






98.84 99.01 99.5 99.01 99.67 99.67 99.34 99.01 99.5 99.17 99.27 0.3





























































































True pythag. Distance, 1/R^2 * kandu ^3























Random 110 0.0220





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total


Pass 1 95.42 94.7 94.46 95.9 97.83 98.55 96.87 98.55 98.55 99.28 97.01 1.78 Pass 1 97.01 98.16 97.37


98.95 99.47 98.95 98.94 99.47 97.89 97.37 96.32 96.84 97.35 98.16 1.14 Pass 2 99.3 98.84 99.16


96.53 96.19 95.87 96.85 98.35 98.35 97.02 97.85 98.02 98.68 97.37 1 Pass 3 99.49 98.21 99.09














Pass 4 99.66 98.36 99.26

Pass 2 99.28 100 99.04 98.8 100 99.04 99.28 99.28 98.55 99.76 99.3 0.49 Pass 5 99.59 98.52 99.26


97.37 98.94 98.95 99.47 99.47 99.47 99.47 98.95 99.47 96.83 98.84 0.96






98.68 99.67 99.01 99.01 99.83 99.17 99.34 99.17 98.84 98.84 99.16 0.37
























Pass 3 99.52 99.52 99.04 99.04 100 99.28 100 100 98.8 99.76 99.49 0.45






95.26 97.88 98.95 98.41 99.47 98.42 97.89 98.95 99.47 97.35 98.21 1.25






98.18 99.01 99.01 98.84 99.83 99.01 99.34 99.67 99.01 99.01 99.09 0.46
























Pass 4 99.52 99.76 99.04 99.28 100 99.52 100 100 99.76 99.76 99.66 0.33






96.32 97.88 98.95 98.41 99.47 98.42 98.95 98.95 99.47 96.83 98.36 1.07






98.51 99.17 99.01 99.01 99.83 99.17 99.67 99.67 99.67 98.84 99.26 0.44
























Pass 5 99.28 99.76 99.04 98.8 100 99.52 100 100 99.76 99.76 99.59 0.43






97.37 97.88 98.95 98.41 99.47 98.42 98.95 99.47 99.47 96.83 98.52 0.93






98.68 99.17 99.01 98.68 99.83 99.17 99.67 99.83 99.67 98.84 99.26 0.46








































































































































































KNN, equal vote, K=3























Random 237 0.0474





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total


Pass 1 99.04 92.53 98.55 97.83 99.04 97.83 97.59 97.35 99.28 99.04 97.81 1.98 Pass 1 97.81 77.8 91.53


79.47 77.78 76.32 79.89 75.26 75.26 83.16 80 84.21 66.67 77.8 4.95 Pass 2 98.58 79.81 92.69


92.89 87.91 91.57 92.22 91.57 90.74 93.06 91.9 94.55 88.91 91.53 1.96 Pass 3 98.58 79.81 92.69














Pass 4 98.58 79.81 92.69

Pass 2 99.04 97.11 98.8 97.83 99.28 98.8 98.8 97.83 99.28 99.04 98.58 0.73 Pass 5 98.58 79.81 92.69


82.11 81.48 77.89 82.54 76.84 76.84 82.63 84.21 85.79 67.72 79.81 5.23






93.72 92.22 92.23 93.05 92.23 91.9 93.72 93.55 95.04 89.24 92.69 1.55
























Pass 3 99.04 97.11 98.8 97.83 99.28 98.8 98.8 97.83 99.28 99.04 98.58 0.73






82.11 81.48 77.89 82.54 76.84 76.84 82.63 84.21 85.79 67.72 79.81 5.23






93.72 92.22 92.23 93.05 92.23 91.9 93.72 93.55 95.04 89.24 92.69 1.55
























Pass 4 99.04 97.11 98.8 97.83 99.28 98.8 98.8 97.83 99.28 99.04 98.58 0.73






82.11 81.48 77.89 82.54 76.84 76.84 82.63 84.21 85.79 67.72 79.81 5.23






93.72 92.22 92.23 93.05 92.23 91.9 93.72 93.55 95.04 89.24 92.69 1.55
























Pass 5 99.04 97.11 98.8 97.83 99.28 98.8 98.8 97.83 99.28 99.04 98.58 0.73






82.11 81.48 77.89 82.54 76.84 76.84 82.63 84.21 85.79 67.72 79.81 5.23






93.72 92.22 92.23 93.05 92.23 91.9 93.72 93.55 95.04 89.24 92.69 1.55






















































































































KNN, equal vote, K=7























Random 326 0.0652





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total


Pass 1 98.07 94.46 98.8 94.94 94.7 94.7 94.7 94.46 94.94 97.83 95.76 1.73 Pass 1 95.76 78.65 90.39


61.58 79.89 78.42 85.71 77.89 70 90.53 82.63 85.79 74.07 78.65 8.48 Pass 2 94.43 82.39 90.66


86.61 89.9 92.4 92.05 89.42 86.94 93.39 90.74 92.07 90.4 90.39 2.26 Pass 3 97.16 82.81 92.66














Pass 4 97.16 82.97 92.71

Pass 2 93.49 90.84 96.14 93.98 96.39 91.57 94.46 93.73 94.94 98.8 94.43 2.33 Pass 5 97.16 82.97 92.71


79.47 82.54 75.79 86.24 79.47 81.58 86.84 85.26 86.84 79.89 82.39 3.8






89.09 88.25 89.75 91.56 91.07 88.43 92.07 91.07 92.4 92.88 90.66 1.67
























Pass 3 97.83 98.07 96.87 95.9 97.11 95.66 96.39 98.31 96.63 98.8 97.16 1.06






80 80.95 78.95 86.24 80 84.21 84.74 84.74 87.37 80.95 82.81 2.97






92.23 92.72 91.24 92.88 91.74 92.07 92.73 94.05 93.72 93.21 92.66 0.87
























Pass 4 97.83 98.07 96.87 95.9 97.11 95.66 96.39 98.31 96.63 98.8 97.16 1.06






80 80.95 79.47 86.24 80.53 84.21 85.26 84.74 87.37 80.95 82.97 2.89






92.23 92.72 91.4 92.88 91.9 92.07 92.89 94.05 93.72 93.21 92.71 0.83
























Pass 5 97.83 98.07 96.87 95.9 97.11 95.66 96.39 98.31 96.63 98.8 97.16 1.06






80 80.95 79.47 86.24 80.53 84.21 85.26 84.74 87.37 80.95 82.97 2.89






92.23 92.72 91.4 92.88 91.9 92.07 92.89 94.05 93.72 93.21 92.71 0.83






















































































































KNN, reciprocal Pythagorean distance, K=7























Random 250 0.0500





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total

Pass 1 91.33 95.9 97.83 97.35 98.55 94.7 98.07 98.31 94.22 99.28 96.55 2.49 Pass 1 96.55 76.8 90.36

92.63 82.01 80 77.78 78.95 79.47 57.89 82.63 79.47 57.14 76.8 10.98 Pass 2 97.98 84.71 93.81

91.74 91.56 92.23 91.23 92.4 89.92 85.45 93.39 89.59 86.09 90.36 2.67 Pass 3 98.1 84.81 93.93













Pass 4 98.1 84.81 93.93
Pass 2 96.63 97.59 98.31 98.07 99.52 97.11 98.31 98.55 98.55 97.11 97.98 0.87 Pass 5 98.1 84.81 93.93

88.42 81.48 88.42 84.66 83.68 86.32 80 85.26 86.84 82.01 84.71 2.9





94.05 92.55 95.21 93.87 94.55 93.72 92.56 94.38 94.88 92.38 93.81 1.01






















Pass 3 96.63 97.83 98.55 98.07 99.52 97.11 98.31 98.55 99.04 97.35 98.1 0.89





88.42 81.48 89.47 84.66 83.68 86.32 80 85.26 86.84 82.01 84.81 3.07





94.05 92.72 95.7 93.87 94.55 93.72 92.56 94.38 95.21 92.55 93.93 1.09






















Pass 4 96.63 97.83 98.55 98.07 99.52 97.11 98.31 98.55 99.04 97.35 98.1 0.89





88.42 81.48 89.47 84.66 83.68 86.32 80 85.26 86.84 82.01 84.81 3.07





94.05 92.72 95.7 93.87 94.55 93.72 92.56 94.38 95.21 92.55 93.93 1.09






















Pass 5 96.63 97.83 98.55 98.07 99.52 97.11 98.31 98.55 99.04 97.35 98.1 0.89





88.42 81.48 89.47 84.66 83.68 86.32 80 85.26 86.84 82.01 84.81 3.07





94.05 92.72 95.7 93.87 94.55 93.72 92.56 94.38 95.21 92.55 93.93 1.09


























































































KNN, equal voting, K=21























Random 386 0.0772





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total

Pass 1 94.7 96.39 97.59 96.87 95.9 96.87 94.46 98.8 97.35 98.8 96.77 1.48 Pass 1 96.77 72.64 89.2

72.63 81.48 78.95 76.72 68.95 66.32 91.58 68.42 55.26 66.14 72.64 10.05 Pass 2 96 86.67 93.07

87.77 91.72 91.74 90.56 87.44 87.27 93.55 89.26 84.13 88.58 89.2 2.76 Pass 3 94.8 86.45 92.18













Pass 4 95.04 89.09 93.17
Pass 2 97.59 94.22 95.42 94.7 96.87 97.11 95.42 96.39 98.55 93.73 96 1.56 Pass 5 96.1 90.09 94.21

86.84 87.3 88.95 91.01 82.11 85.79 91.05 86.84 76.32 90.48 86.67 4.56





94.21 92.05 93.39 93.54 92.23 93.55 94.05 93.39 91.57 92.72 93.07 0.88






















Pass 3 94.7 95.9 91.08 91.57 93.49 97.83 94.7 96.39 97.59 94.7 94.8 2.28





84.74 89.95 91.05 82.54 87.37 89.47 92.11 88.42 67.89 91.01 86.45 7.17





91.57 94.04 91.07 88.74 91.57 95.21 93.88 93.88 88.26 93.54 92.18 2.34






















Pass 4 95.42 93.98 96.63 95.9 95.66 96.63 89.88 95.42 96.63 94.22 95.04 2.04





85.26 92.59 91.05 89.95 84.21 88.95 92.63 88.95 85.79 91.53 89.09 3.07





92.23 93.54 94.88 94.04 92.07 94.21 90.74 93.39 93.22 93.38 93.17 1.2






















Pass 5 96.87 96.39 96.87 97.11 95.18 97.83 95.42 94.46 96.63 94.22 96.1 1.21





85.26 92.59 91.05 90.48 85.26 88.42 91.58 92.11 92.63 91.53 90.09 2.82





93.22 95.2 95.04 95.03 92.07 94.88 94.21 93.72 95.37 93.38 94.21 1.09



















































































































KNN, 1/Euclidean weight, K=21























Random 247 0.0494





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total

Pass 1 97.11 97.11 97.35 97.35 98.55 97.59 98.31 98.07 98.07 97.35 97.69 0.52 Pass 1 97.69 76.65 91.09

73.16 85.19 74.21 81.48 78.95 71.05 71.05 74.74 85.79 70.9 76.65 5.8 Pass 2 98.39 78.12 92.03

89.59 93.38 90.08 92.38 92.4 89.26 89.75 90.74 94.21 89.07 91.09 1.86 Pass 3 97.93 81.66 92.82













Pass 4 98.24 79.6 92.39
Pass 2 97.11 98.55 99.28 99.04 97.83 98.07 98.07 98.55 98.8 98.55 98.39 0.63 Pass 5 98.19 79.33 92.28

71.05 80.95 69.47 70.37 77.89 87.37 72.63 78.95 91.05 81.48 78.12 7.36





88.93 93.05 89.92 90.07 91.57 94.71 90.08 92.4 96.36 93.21 92.03 2.37






















Pass 3 96.63 98.8 99.28 97.11 97.83 98.31 98.31 98.55 97.83 96.63 97.93 0.9





80 87.83 73.16 81.48 78.42 87.37 72.11 78.95 92.11 85.19 81.66 6.47





91.4 95.36 91.07 92.22 91.74 94.88 90.08 92.4 96.03 93.05 92.82 1.98






















Pass 4 96.63 99.76 99.28 97.11 97.83 98.31 98.31 98.55 97.83 98.8 98.24 0.94





80 81.48 73.16 81.48 78.42 87.37 72.63 78.95 92.11 70.37 79.6 6.68





91.4 94.04 91.07 92.22 91.74 94.88 90.25 92.4 96.03 89.9 92.39 2






















Pass 5 96.63 99.28 99.28 97.11 97.83 98.31 98.31 98.55 97.83 98.8 98.19 0.87





80 78.84 73.16 81.48 78.42 87.37 72.63 78.95 92.11 70.37 79.33 6.64





91.4 92.88 91.07 92.22 91.74 94.88 90.25 92.4 96.03 89.9 92.28 1.93

































































K=|corpus|, similarity weight























Random 220.5 0.0441





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev K=|corpus|, similarity weight Good Spam Wt. Total







Pass 1 91.57 96.63 96.39 92.53 100 98.8 99.52 100 98.31 99.28 97.3 3.05 Pass 1 97.3 97.84 97.47

98.95 100 98.95 99.47 96.32 96.84 96.84 95.26 99.47 96.3 97.84 1.69 Pass 2 98.84 98.89 98.86

93.88 97.68 97.19 94.7 98.84 98.18 98.68 98.51 98.68 98.34 97.47 1.76 Pass 3 99.54 98.05 99.07













Pass 4 99.2 98.36 98.94
Pass 2 98.07 99.76 99.76 98.8 97.35 97.59 99.04 99.28 99.52 99.28 98.84 0.88 Pass 5 99.42 98.84 99.24

100 97.35 99.47 99.47 100 99.47 98.95 98.95 100 95.24 98.89 1.51 Pass 6 99.23 99 99.16

98.68 99.01 99.67 99.01 98.18 98.18 99.01 99.17 99.67 98.01 98.86 0.59 Pass 7 99.37 99.05 99.27













Pass 8 99.45 98.79 99.24
Pass 3 99.52 100 99.76 99.28 99.76 100 99.76 99.28 98.8 99.28 99.54 0.38 Pass 9 99.49 98.79 99.27

95.79 94.71 98.95 98.41 99.47 97.89 100 98.95 99.47 96.83 98.05 1.74 Pass 10 99.49 98.79 99.27

98.35 98.34 99.5 99.01 99.67 99.34 99.83 99.17 99.01 98.51 99.07 0.54




















Pass 4 99.52 100 99.76 98.55 99.52 99.76 98.55 99.52 97.35 99.52 99.2 0.81




96.32 95.24 98.95 99.47 100 98.42 100 97.89 100 97.35 98.36 1.66




98.51 98.51 99.5 98.84 99.67 99.34 99.01 99.01 98.18 98.84 98.94 0.47




















Pass 5 99.28 99.04 99.52 98.55 99.76 100 100 99.28 99.04 99.76 99.42 0.47




97.37 97.88 99.47 99.47 100 97.89 98.95 98.95 100 98.41 98.84 0.92












98.68 98.68 99.5 98.84 99.83 99.34 99.67 99.17 99.34 99.34 99.24 0.4




































Pass 6 99.28 99.04 99.76 98.55 99.76 100 100 97.11 99.04 99.76 99.23 0.89
6










97.89 97.88 99.47 99.47 100 98.42 98.95 99.47 100 98.41 99 0.8












98.84 98.68 99.67 98.84 99.83 99.5 99.67 97.85 99.34 99.34 99.16 0.61




































Pass 7 98.31 99.04 99.52 98.55 99.76 100 100 99.76 99.04 99.76 99.37 0.6
7










98.95 97.88 99.47 99.47 100 98.42 98.95 98.95 100 98.41 99.05 0.7












98.51 98.68 99.5 98.84 99.83 99.5 99.67 99.5 99.34 99.34 99.27 0.44




































Pass 8 99.28 99.04 99.28 98.55 99.76 100 100 99.76 99.04 99.76 99.45 0.48
8










96.32 97.88 99.47 99.47 100 98.42 98.95 98.95 100 98.41 98.79 1.11












98.35 98.68 99.34 98.84 99.83 99.5 99.67 99.5 99.34 99.34 99.24 0.47




































Pass 9 99.28 99.04 99.76 98.55 99.76 100 100 99.76 99.04 99.76 99.49 0.49
9










96.32 97.88 99.47 99.47 100 98.42 98.95 98.95 100 98.41 98.79 1.11












98.35 98.68 99.67 98.84 99.83 99.5 99.67 99.5 99.34 99.34 99.27 0.49




































Pass 10 99.28 99.04 99.76 98.55 99.76 100 100 99.76 99.04 99.76 99.49 0.49
10










96.32 97.88 99.47 99.47 100 98.42 98.95 98.95 100 98.41 98.79 1.11












98.35 98.68 99.67 98.84 99.83 99.5 99.67 99.5 99.34 99.34 99.27 0.49






















































































Markov OSB























Random 154 0.0308





















Thik = 0.001























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total

Pass 1 98.31 99.04 99.28 98.07 99.28 98.55 100 99.28 99.04 99.28 99.01 0.56 Pass 1 99.01 96.94 98.36

96.84 96.3 98.42 97.35 96.84 97.89 95.79 95.79 97.89 96.3 96.94 0.92 Pass 2 99.52 97.79 98.97

97.85 98.18 99.01 97.85 98.51 98.35 98.68 98.18 98.68 98.34 98.36 0.37 Pass 3 99.61 97.68 99.01













Pass 4 99.64 98 99.12
Pass 2 99.52 99.52 99.76 99.52 99.76 99.76 100 98.55 99.52 99.28 99.52 0.39 Pass 5 99.64 97.94 99.11

96.84 97.88 99.47 98.41 97.37 98.42 97.89 96.84 97.37 97.35 97.79 0.82





98.68 99.01 99.67 99.17 99.01 99.34 99.34 98.02 98.84 98.68 98.97 0.46






















Pass 3 99.52 99.28 99.76 99.52 99.76 99.76 100 99.76 99.52 99.28 99.61 0.23





97.37 98.41 99.47 97.88 97.89 97.89 96.84 96.32 97.37 97.35 97.68 0.87





98.84 99.01 99.67 99.01 99.17 99.17 99.01 98.68 98.84 98.68 99.01 0.29






















Pass 4 99.52 99.52 99.52 99.52 99.76 99.76 100 99.76 99.52 99.52 99.64 0.17





97.37 97.88 99.47 97.88 97.89 98.42 97.89 98.42 97.37 97.35 98 0.65





98.84 99.01 99.5 99.01 99.17 99.34 99.34 99.34 98.84 98.84 99.12 0.25






















Pass 5 99.52 99.52 99.52 99.52 99.76 99.76 100 99.76 99.52 99.52 99.64 0.17





97.37 97.88 99.47 97.35 97.89 98.42 97.89 98.42 97.37 97.35 97.94 0.68





98.84 99.01 99.5 98.84 99.17 99.34 99.34 99.34 98.84 98.84 99.11 0.26



















































































































Markov OSB























Random 98 0.0196





















Thk – 10.0























10-fold frac # 0 1 2 3 4 5 6 7 8 9 Avg St. Dev True Pythagorean Good Spam Wt. Total

Pass 1 99.52 99.52 99.52 99.52 100 99.76 100 99.52 99.52 99.52 99.64 0.2 Pass 1 99.64 99.21 99.5

100 98.94 99.47 98.94 98.95 99.47 98.95 99.47 99.47 98.41 99.21 0.45 Pass 2 99.64 99.21 99.5

99.67 99.34 99.5 99.34 99.67 99.67 99.67 99.5 99.5 99.17 99.5 0.17 Pass 3 99.64 99.26 99.52













Pass 4 99.64 99.26 99.52
Pass 2 99.52 99.28 99.76 99.52 100 99.76 100 99.52 99.52 99.52 99.64 0.23 Pass 5 99.64 99.26 99.52

100 98.41 99.47 98.41 99.47 100 98.95 99.47 99.47 98.41 99.21 0.62





99.67 99.01 99.67 99.17 99.83 99.83 99.67 99.5 99.5 99.17 99.5 0.29






















Pass 3 99.52 99.28 99.76 99.52 100 99.76 100 99.52 99.52 99.52 99.64 0.23





100 98.41 99.47 98.94 99.47 100 98.95 99.47 99.47 98.41 99.26 0.57





99.67 99.01 99.67 99.34 99.83 99.83 99.67 99.5 99.5 99.17 99.52 0.28






















Pass 4 99.52 99.28 99.76 99.52 100 99.76 100 99.52 99.52 99.52 99.64 0.23





100 98.41 99.47 98.94 99.47 100 98.95 99.47 99.47 98.41 99.26 0.57





99.67 99.01 99.67 99.34 99.83 99.83 99.67 99.5 99.5 99.17 99.52 0.28






















Pass 5 99.52 99.28 99.76 99.52 100 99.76 100 99.52 99.52 99.52 99.64 0.23





100 98.41 99.47 98.94 99.47 100 98.95 99.47 99.47 98.41 99.26 0.57





99.67 99.01 99.67 99.34 99.83 99.83 99.67 99.5 99.5 99.17 99.52 0.28